{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 极坐标图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 8 artists>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "N=8\n",
    "\n",
    "x = np.linspace(0, 2*np.pi, N, endpoint=False)\n",
    "height = np.random.randint(3, 15, size=N)\n",
    "\n",
    "width = 2*np.pi/N\n",
    "color = np.random.rand(N, 3) # 随机颜色\n",
    "# 画图\n",
    "# polar 极坐标\n",
    "axes = plt.subplot(111, projection='polar')\n",
    "axes.bar(x, height, width=width, bottom=0, color=color)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
